Add lem-scorer binary that imports go-i18n grammar reversal engine to score JSONL benchmark files. Measures conversational uplift (input vs output grammar imprint), echo (sycophancy), and enrichment. Key findings added to paper Section 8: - LEK-1B: 100% positive uplift, 0% sycophancy (base: 90%, 5%) - 1B-beats-27B holds in grammar space (79.12 > 77.12) - LEK training aligns two independent scorers (corr -0.11 → 0.64) - Delta analysis costs zero compute vs LLM-as-judge Co-Authored-By: Virgil <virgil@lethean.io>
9 lines
208 B
Modula-2
9 lines
208 B
Modula-2
module forge.lthn.ai/lthn/lem/cmd/scorer
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go 1.25.6
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require forge.lthn.ai/core/go-i18n v0.0.0
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require golang.org/x/text v0.33.0 // indirect
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replace forge.lthn.ai/core/go-i18n => /Users/snider/Code/go-i18n
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